How Investors are using AI - [Business Breakdowns, EP.240]

How Investors are using AI - [Business Breakdowns, EP.240]

Author: Colossus | Investing & Business Podcasts February 5, 2026 Duration: 49:03
Today we have a special episode breaking down how investors are using AI.  This is a question I get from many of you, and while there is no shortage of content on the implications of AI, I know there's an appetite to learn more about tangible use cases, how to make sure you're getting the most out of these tools, how to think about advancements in the technology, and ensuring that you're keeping pace with the innovation curve. So my guest today is David Plon, Founder of Portrait Analytics. Now, David and Portrait have been partners of Business Breakdowns since last year, but I specifically asked David to do this episode because, one, he is really front and center to how investors are using and applying AI. But two, and maybe more importantly, he and his team come with a background in investing.  So while the conversation doesn’t really focus on Portrait, you’ll hear references to what he and his team are building and how they’ve shaped it for investors, you’ll very much understand when you hear David talk that he is someone who understands the pain points of an investor. I think everyone will find something in this episode that will benefit them in their day to day, and I would love to hear the feedback.  For the full show notes, transcript, and links to the best content to learn more, check out the episode page⁠⁠⁠⁠⁠⁠⁠ here.⁠⁠⁠⁠⁠⁠⁠ — This episode is brought to you by ⁠⁠⁠⁠Portrait Analytics⁠⁠⁠⁠⁠ - your centralized resource for AI-powered idea generation, thesis monitoring, and personalized report building. Built by buy-side investors, for investment professionals. We work in the background, helping surface stock ideas and thesis signposts to help you monetize every insight. In short, we help you understand the story behind the stock chart, and get to "go, or no-go" 10x faster than before. Sign-up for a free trial today at ⁠⁠⁠⁠⁠portraitresearch.com⁠⁠⁠⁠⁠ — Business Breakdowns is a property of Colossus, LLC. For more episodes of Business Breakdowns, visit ⁠⁠⁠⁠⁠⁠⁠joincolossus.com/episodes⁠⁠⁠⁠⁠⁠⁠. Editing and post-production work for this episode was provided by The Podcast Consultant (⁠⁠⁠⁠⁠⁠⁠https://thepodcastconsultant.com⁠⁠⁠⁠⁠⁠⁠). Timestamps  (00:00:00) Welcome to Business Breakdowns (00:04:05) Meet David Plon: Investor to Founder (00:05:54) Pain Points in the Investment Process (00:09:08) AI as a “Smart Filter” for News (00:11:54) AI’s Role in the Pre-Buy Process (00:14:34) How AI Enables Specific Quantitative Analysis (00:17:24) Using AI for Investment Idea Generation (00:21:42) How to Write Good Prompts for LLMs (00:25:27) Structured vs. Creative Tasks (00:27:47) The Value of Experimentation & Real-Time Feedback (00:32:28) Best Practices for Deploying AI in an Institutional Setting (00:35:57) Why Documenting Decision Making is Essential (00:39:19) How Models Have Improved at Using Provided Context (00:42:02) Memory in LLMs: Near-Term Limitations, Long-Term Potential (00:46:24) Applying Agentic AI in Investment Research

Ever wondered what really makes a giant corporation tick or how a scrappy startup managed to carve out its own niche? Business Breakdowns digs into those questions with a level of detail that goes far beyond the headlines. Hosts Matt Reustle and Zack Fuss, from the Colossus network, have a simple but powerful method: they take one company per episode and pull it apart completely. You’ll hear about its founding story, the operational model it runs on, the financial engine under the hood, and that elusive competitive advantage it hopes to protect. This isn’t just a surface-level interview show; it’s a deep, analytical conversation designed for anyone curious about the mechanics of commerce and capital. Whether you're an investor looking for deeper due diligence or simply a business enthusiast fascinated by corporate strategy, this podcast serves as a masterclass in understanding what separates enduring enterprises from the rest. The discussions are grounded and practical, focusing on the tangible decisions and historical contexts that shaped each featured organization. By committing each episode to a single, thorough case study, the format allows for a nuanced exploration you won’t find elsewhere. Tune in and gain a clearer framework for analyzing any business, one compelling breakdown at a time.
Author: Language: English Episodes: 100

Business Breakdowns
Podcast Episodes
Interactive Brokers: Margin Masters - [Business Breakdowns, EP.216] [not-audio_url] [/not-audio_url]

Duration: 45:03
This is Zack Fuss. Today, we are breaking down Interactive Brokers, widely recognized as IBKR. Founded in 1978, Interactive Brokers evolved from a market maker on the American Stock Exchange to a global, cutting-edge ele…
Chemed: Empire of Care - [Business Breakdowns, EP.215] [not-audio_url] [/not-audio_url]

Duration: 45:23
This is Zack Fuss. Today we are breaking down Chemed. Chemed represents the union of two seemingly distinct businesses: end-of-life healthcare and plumbing services. As our guest aptly puts it, old houses and old people.…
Ecolab: Clean Machine - [Business Breakdowns, EP.214] [not-audio_url] [/not-audio_url]

Duration: 41:15
Today we are breaking down Ecolab, a global sustainability leader offering water, hygiene, and infection prevention solutions that protect people & the resources vital to life. As of this recording, Ecolab has a $66 bill…
Snap-on: Tools of the Trades - [Business Breakdowns, EP.213] [not-audio_url] [/not-audio_url]

Duration: 46:22
Today, we explore the world of tools to break down Snap-on. Snap-on has been around for over 100 years and operates with over a $17 billion market cap. It has continuously evolved the straightforward model of selling too…
Goosehead: Insuring Coverage - [Business Breakdowns, EP.212] [not-audio_url] [/not-audio_url]

Duration: 1:09:07
Today we are breaking down Goosehead Insurance. I always enjoy hearing about how a new entrant has effectively carved out a niche in a world of incumbents and Goosehead fits that billing perfectly. I'm joined by Geoff Co…
Compass: Meals for the Masses - [Business Breakdowns, EP.211] [not-audio_url] [/not-audio_url]

Duration: 58:14
Today, we are breaking down the food catering giant Compass Group. Whether it's your corporate cafeteria, the food stands at a sporting event, or the old hospital food tray, the food services industry is all around you.…
EssilorLuxottica: Sight To Behold - [Business Breakdowns, EP.210] [not-audio_url] [/not-audio_url]

Duration: 44:25
Today we are breaking down EssilorLuxottica, a global leader in the eyewear industry, formed by the merger of Essilor and Luxottica in 2018. Today the business sports a nearly $130 billion market cap. EssilorLuxottica re…
Watsco: Air Apparent - [Business Breakdowns, EP.209] [not-audio_url] [/not-audio_url]

Duration: 55:54
Today we are breaking down Watsco, the market leader in HVAC distribution with a unique value proposition. If you've ever had an air conditioning issue, there's a decent chance it was a Watsco distributor on the other si…
Apollo: Connoisseurs of Complexity - [Business Breakdowns, EP.208] [not-audio_url] [/not-audio_url]

Duration: 1:13:28
​Today, we are breaking down the global alternative asset manager, Apollo. I reflected on my personal experiences with Apollo for this episode, and there's a saying that hard work can beat talent when talent doesn't work…